{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:3Q2Y5EVUJKD4MF7F4VTE6PERLV","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"cfcdfb81be2788666fb9f23bb20a77542ba2d4635b75834f286c36951bc72eed","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-09-27T13:59:35Z","title_canon_sha256":"21a28e92621b2142f4f52c7953555bcbbd4cfb5ae16088aba69075d54c32fb69"},"schema_version":"1.0","source":{"id":"1709.09527","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.09527","created_at":"2026-05-18T00:34:11Z"},{"alias_kind":"arxiv_version","alias_value":"1709.09527v1","created_at":"2026-05-18T00:34:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.09527","created_at":"2026-05-18T00:34:11Z"},{"alias_kind":"pith_short_12","alias_value":"3Q2Y5EVUJKD4","created_at":"2026-05-18T12:30:58Z"},{"alias_kind":"pith_short_16","alias_value":"3Q2Y5EVUJKD4MF7F","created_at":"2026-05-18T12:30:58Z"},{"alias_kind":"pith_short_8","alias_value":"3Q2Y5EVU","created_at":"2026-05-18T12:30:58Z"}],"graph_snapshots":[{"event_id":"sha256:1615d1792b791a884abe94e12fc4457c6e569a3829aa949f71113e72a9d0f45e","target":"graph","created_at":"2026-05-18T00:34:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"We address the problem of assisting human dispatchers in operating power grids in today's changing  context  using machine learning,  with  theaim of increasing security and reducing costs. Power networks  are  highly  regulated  systems,  which  at  all times must meet varying demands of electricity with a complex production system, including conventional power   plants,   less   predictable   renewable   energies (such as wind or solar power), and the possibility of buying/selling electricity on the international market with  more  and  more  actors  involved  at  a  Europeanscale. This prob","authors_text":"Antoine Marot, Benjamin Donnot (TAU, Isabelle Guyon (LRI, LRI), Marc Schoenauer (TAU, Patrick Panciatici, TAU)","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-09-27T13:59:35Z","title":"Introducing machine learning for power system operation support"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.09527","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:c2a031ac205e9f5204a31ac70da1ba490602b5da2b1dbb4d01cadbbd99ea73ad","target":"record","created_at":"2026-05-18T00:34:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"cfcdfb81be2788666fb9f23bb20a77542ba2d4635b75834f286c36951bc72eed","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-09-27T13:59:35Z","title_canon_sha256":"21a28e92621b2142f4f52c7953555bcbbd4cfb5ae16088aba69075d54c32fb69"},"schema_version":"1.0","source":{"id":"1709.09527","kind":"arxiv","version":1}},"canonical_sha256":"dc358e92b44a87c617e5e5664f3c915d48afe5389bea0ff7a1f5626aa5c164c8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dc358e92b44a87c617e5e5664f3c915d48afe5389bea0ff7a1f5626aa5c164c8","first_computed_at":"2026-05-18T00:34:11.447371Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:34:11.447371Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"eHkxP/hQHhqLxdH9flTF2RTbht94azZrUx0hyQl2kiW8JVxhFRNSg4V+Lra+nAeV0C4C5Xwa2uzdQN1+YYD0CA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:34:11.447998Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.09527","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c2a031ac205e9f5204a31ac70da1ba490602b5da2b1dbb4d01cadbbd99ea73ad","sha256:1615d1792b791a884abe94e12fc4457c6e569a3829aa949f71113e72a9d0f45e"],"state_sha256":"c9f71afa28aabd183d980102856719e35dc588efc68ab30c5078781ada6b98fd"}